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Optimizing MRI sequence classification performance: insights from domain shift analysis.

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Title: Optimizing MRI sequence classification performance: insights from domain shift analysis.
Authors: Mahmutoglu MA; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Rastogi A; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany., Brugnara G; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany.; Division for Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany., Vollmuth P; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany.; Division for Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany., Foltyn-Dumitru M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany., Sahm F; Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany.; Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.; Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany., Pfister S; Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany.; Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.; Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany., Sturm D; Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany.; Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany., Bendszus M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany., Schell M; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany. marianne.schell@med.uni-heidelberg.de.
Source: European radiology [Eur Radiol] 2025 Nov; Vol. 35 (11), pp. 6710-6718. Date of Electronic Publication: 2025 May 26.
Publication Type: Journal Article; Multicenter Study
Journal Info: Publisher: Springer International Country of Publication: Germany NLM ID: 9114774 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-1084 (Electronic) Linking ISSN: 09387994 NLM ISO Abbreviation: Eur Radiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Mahmutoglu+MA%22">Mahmutoglu MA</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Rastogi+A%22">Rastogi A</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Brugnara+G%22">Brugnara G</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany.; Division for Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Vollmuth+P%22">Vollmuth P</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany.; Division for Medical Image Computing, German Cancer Research Center (DKFZ), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Foltyn-Dumitru+M%22">Foltyn-Dumitru M</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.; Department of Neuroradiology, Bonn University Hospital, Bonn, Germany.; Division for Computational Radiology and Clinical AI, University Hospital Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Sahm+F%22">Sahm F</searchLink>; Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany.; Department of Neuropathology, Heidelberg University Hospital, Heidelberg, Germany.; Clinical Cooperation Unit Neuropathology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Pfister+S%22">Pfister S</searchLink>; Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany.; Division of Pediatric Neurooncology, German Cancer Research Center (DKFZ) and German Cancer Consortium (DKTK), Heidelberg, Germany.; Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Sturm+D%22">Sturm D</searchLink>; Hopp Children's Cancer Center (KiTZ), Heidelberg, Germany.; Division of Pediatric Glioma Research, German Cancer Research Center (DKFZ), Heidelberg, Germany.; Department of Pediatric Oncology, Hematology & Immunology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Bendszus+M%22">Bendszus M</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Schell+M%22">Schell M</searchLink>; Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany. marianne.schell@med.uni-heidelberg.de.
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  Data: <searchLink fieldCode="JN" term="%229114774%22">European radiology</searchLink> [Eur Radiol] 2025 Nov; Vol. 35 (11), pp. 6710-6718. <i>Date of Electronic Publication: </i>2025 May 26.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+International%22">Springer International </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>9114774 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1432-1084 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2209387994%22">09387994 </searchLink><i>NLM ISO Abbreviation: </i>Eur Radiol <i>Subsets: </i>MEDLINE
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              Text: 2025 Nov
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